Bayesian Network Structure Learning and Its Applications in Intrusion Detection
Zuhong Feng, Chen Ye, Xiujuan Gao · Advances in computer science research · 2015
In this paper, an algorithm with attribute reduction based on rough set is introduced.The algorithm can effectively reduce the dimension of attributes and accurately determine the network structure using DBNI with the method of distribution in Bayesian network structure learning with incomplete data.The simulation result shows the algorithm can effectively improve the learning efficiency and detection accuracy of the network.